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Hidden Markov Model (HMM)

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Hidden Markov Model (HMM)  VIDEO LINK:  https://youtu.be/YIGCWNG8BIA A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. Video Chapters: HMM in Artificial Intelligence 00:00 Introduction 00:31 Statistical Model 00:54 HMM Examples 02:30 HMM 03:10 HMM Components 05:23 Viterbi Algorithm 06:23 HMM Applications 06:38 HMM Problems 07:28 HMM in Handwriting Recognition 11:20 Conclusion  HMM COMPONENTS A Hidden Markov Model (HMM) is a statistical model in which the system has hidden states that cannot be directly observed, but produce observable outputs. It is based on the Markov property, meaning the next state depends only on the current state. An HMM consists of states, observations, transition probabilities, emission probabilities, and initial probabilities. It is commonly used in a...

Emperor Penguin Optimizer Step-by-Step Learning ~xRay Pixy

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Emperor Penguin Optimizer   Learn Emperor Penguin Optimization Algorithm Step-by-Step. A bio-inspired algorithm which mimic the huddling behavior of Emperor Penguin. Video Chapters: Introduction: 00:00 What is emperor penguin optimization: 00:23 Emperor Penguin: 00:58 Emperor Penguin huddle: 01:50 Emperor Penguin Optimizer Flowchart: 03:19 Generate Emperor Penguin huddle boundary: 04:34 Calculate Temperature around huddle: 06:18 Calculate Distance between Emperor Penguins: 07:45 Relocate Effective Mover: 09:45 Emperor Penguin Optimization Steps: 10:52 Conclusion: 12:38 Emperor Penguin Optimizer is a Novel Bio-Inspired Metaheuristic Algorithm which is inspired by the huddling behavior of Emperor Penguin. Penguins are Aquatic Flightless Birds. Penguins spends their 50% life on the land and 50% life in the water. Penguin largest species is known as Emperor Penguin. Both male and female emperor penguins are similar in size. Emperor penguin is the only species which use huddle f...
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